Practice
Beyond Advanced · Statistics and Probability
Your Score
0 / 280
Correct
0 / 70
Attempted
0 / 70
1
Not attemptedSeven observations are recorded. Each observation is an integer from to (inclusive), repetitions are allowed, and the mean of the seven observations is .
Find the largest possible value of the variance of the seven observations (variance ). Give the answer correct to two decimal places.
Your answer: —
Correct answer: 19.1
2
Not attemptedTen real numbers have variance . From them form the numbers , one for each unordered pair. What is the variance of these numbers?
A
B
C
D
3
Not attemptedFor a set of real observations, let be the mean, the median, the standard deviation (with divisor ) and the range (largest minus smallest). Which of the following statements hold for EVERY such data set?
A
If the data have a unique mode , then
B
C
D
4
Not attemptedIn the data set shown in the bar chart, the value occurs exactly times, for each (so there are observations). Find the mean deviation of this data set about its median.
Your answer: —
Correct answer: 4
5
Not attemptedFive distinct positive integers have mean and median . Find the smallest possible value of their variance (divisor ).
A
B
C
D
6
Not attemptedThe histogram shows the marks of students in the classes -, -, -, -, - with frequencies respectively ( are unknown positive integers, the dashed bars are not to scale). The class - is the modal class, and the mode and the median of the distribution (by the usual grouped-data formulae) are equal. Find the mean of the distribution (using class marks).
A
B
C
D
7
Not attemptedThe figure shows the 'less than' ogive (rising) and the 'more than' ogive (falling) of a grouped frequency distribution with class intervals -, -, -, -, -. The plotted cumulative frequencies are, at : less than: ; more than: . Which of the following statements are correct?
A
The two ogives meet at a point whose ordinate is
B
The mode of the distribution (grouped-data formula) is
C
The abscissa of the point where the ogives meet is
D
The mean of the distribution (using class marks) is larger than its median
8
Not attemptedFind the minimum value of over all real . Give the answer correct to two decimal places.
Your answer: —
Correct answer: 3.86
9
Not attemptedFive real numbers have mean . The sum of the squares of all pairwise differences, , equals . Two more numbers, each equal to , are now added to the data. What is the standard deviation of the seven numbers?
A
B
C
D
10
Not attempted
Match each entry of List-I with its value in List-II.
A
P-1, Q-2, R-3, S-4
B
P-1, Q-2, R-3, S-5
C
P-3, Q-2, R-1, S-4
D
P-1, Q-5, R-3, S-4
11
Not attemptedFor paired observations , , the variance of the numbers is , the variance of the numbers is , and the variance of the is . Find the standard deviation of the , correct to two decimal places.
Your answer: —
Correct answer: 4.47
12
Not attemptedEach bar chart shows a data set of observations taking values in (the number above each bar is its frequency). For which data set is the mean deviation about the median EQUAL to the standard deviation?
A
Values 2 and 4 with frequencies 4 and 6
B
Values 1, 3, 5 with frequencies 3, 4, 3
C
Values 2 and 4, five times each
D
Values 1, 2, 4, 5 with frequencies 1, 4, 4, 1
13
Not attemptedFor real observations (not all equal) with mean , let (mean deviation about the mean) and . Which statements are true for EVERY such data set?
A
The variance of the numbers equals
B
C
The mean deviation about the mean of equals
D
14
Not attemptedFor each of the three-element subsets of write down its largest element. Find the variance of these numbers, correct to two decimal places.
Your answer: —
Correct answer: 2.89
15
Not attemptedThe integers are arranged in a row in a uniformly random order. Find the probability that no two consecutive integers ( and , in either order) occupy adjacent positions. Give the answer correct to two decimal places.
Your answer: —
Correct answer: 0.13
16
Not attemptedA point is chosen uniformly at random from . Let and (so and are independent). Find the number of events (including and ) such that is independent of and is independent of , but , , are NOT mutually independent.
Your answer: —
Correct answer: 236
17
Not attemptedA bag has four coins: two fair coins, one coin with heads on both faces, and one coin that shows heads with probability . A coin is drawn at random and tossed twice; both tosses show heads. The same coin is tossed a third time. What is the probability that the third toss shows heads?
A
B
C
D
18
Not attemptedA coin with is tossed repeatedly. Find the probability that the pattern THH (tail, head, head on three consecutive tosses) appears before the pattern HHT.
Your answer: —
Correct answer: 0.64
19
Not attemptedA permutation of is chosen uniformly at random. Call a fixed point if , call position a record if is larger than all of (position is always a record), and call a pair an inversion if . Which statements are correct?
A
The variance of the number of fixed points is
B
The probability of exactly one fixed point is greater than the probability of no fixed point
C
The expected number of inversions is
D
The expected number of records is
20
Not attemptedA biased coin with is tossed times. The probability that the number of heads is even (zero counts as even) is . Find the probability of getting exactly heads in these tosses, correct to two decimal places.
Your answer: —
Correct answer: 0.33
21
Not attemptedTwo numbers and are chosen independently and uniformly at random from the interval . Given that segments of lengths , and can form a (non-degenerate) triangle, find the probability that this triangle is obtuse. Give the answer correct to two decimal places (take ).
Your answer: —
Correct answer: 0.57
22
Not attemptedIn a town, if it rains on a day, it rains on the next day with probability ; if it does not rain on a day, it rains on the next day with probability (this depends only on the previous day). The probability that it rains on a particular Monday is . Given that it rains on the following Thursday, find the probability that it rained on that Monday, correct to two decimal places.
Your answer: —
Correct answer: 0.37
23
Not attemptedThree fair dice are rolled. You are told only that at least one of the dice shows the number . What is the probability that all three dice show even numbers?
A
B
C
D
24
Not attemptedFive married couples (ten people) are seated at random in the ten seats around the circular table shown (seat is next to seat ), all circular arrangements being equally likely. Find the probability that no husband sits next to his wife. Give the answer correct to two decimal places.
Your answer: —
Correct answer: 0.31
25
Not attemptedParagraph I
An urn contains red and blue balls. A ball is drawn at random, its colour is noted, and it is returned to the urn TOGETHER WITH more balls of the same colour. This procedure is repeated, so that the number of balls in the urn grows by after every draw.
Question 1 of 2: Find the probability that the ball obtained on the fifth draw is red. Give the answer correct to two decimal places.
Your answer: —
Correct answer: 0.6
26
Not attemptedParagraph I
An urn contains red and blue balls. A ball is drawn at random, its colour is noted, and it is returned to the urn TOGETHER WITH more balls of the same colour. This procedure is repeated, so that the number of balls in the urn grows by after every draw.
Question 2 of 2: Given that the ball obtained on the third draw is blue, find the probability that the ball obtained on the first draw was red. Give the answer correct to two decimal places.
Your answer: —
Correct answer: 0.43
27
Not attemptedParagraph II
Players A and B play a sequence of independent rounds. In each round A wins with probability and B wins with probability ; the loser of a round gives one coin to the winner. A starts with coins and B with coins, and play stops as soon as one player has all coins.
Question 1 of 2: Find the probability that A ends up with all coins. Give the answer correct to two decimal places.
Your answer: —
Correct answer: 0.88
28
Not attemptedParagraph II
Players A and B play a sequence of independent rounds. In each round A wins with probability and B wins with probability ; the loser of a round gives one coin to the winner. A starts with coins and B with coins, and play stops as soon as one player has all coins.
Question 2 of 2: Given that A wins the first round, find the probability that A ends up with all coins. Give the answer correct to two decimal places.
Your answer: —
Correct answer: 0.94
29
Not attemptedLet , , be events in a probability space. Which of the following statements are true?
A
If and are pairwise independent, then can be as small as
B
If is independent of , is independent of , and , are mutually exclusive, then is independent of
C
If are pairwise independent and is independent of , then are mutually independent
D
If is independent of and is independent of , then is independent of
30
Not attemptedA fair die is rolled times. Find the expected number of different faces that appear (for example, the outcome shows different faces).
A
B
C
D
31
Not attemptedA fair die is rolled until a six appears or until rolls have been made, whichever happens first. What is the expected number of rolls made?
A
B
C
D
32
Not attemptedA random variable has a binomial distribution . Its most probable values are exactly and (both equally likely, and more likely than any other value), and its variance is . Which statements are correct?
A
B
C
D
33
Not attemptedA game show has closed doors; hide cars and hide goats. You pick one door. The host, who knows what is behind each door, then opens one of the doors you did not pick, choosing uniformly at random among those that hide goats. You now switch to one of the remaining closed doors (not your original choice and not the opened one), chosen uniformly at random. What is the probability that you win a car?
A
B
C
D
34
Not attemptedThree distinct vertices are chosen at random from the vertices of a regular -gon (figure), all choices being equally likely. Find the probability that the triangle formed is acute-angled. Give the answer correct to two decimal places.
Your answer: —
Correct answer: 0.18
35
Not attemptedA disease affects of a population. A test gives a positive result for of people who have the disease and for of people who do not. When the test is repeated on the same person, the results are independent of each other given the person's true condition. A randomly chosen person is tested repeatedly. Find the least number of consecutive positive results after which the probability that the person has the disease exceeds .
A
B
C
D
36
Not attemptedEvents , , satisfy , , , and nothing else is known about them. Which statements are correct?
A
can be as large as
B
The probability that exactly one of occurs can be
C
can be as small as
D
always, and the value is possible
37
Not attemptedFour letters are placed at random into their four addressed envelopes, one letter per envelope, all placements being equally likely. Let be the number of letters that go into their correct envelopes. Which bar chart shows the probability distribution of (the number above each bar is )?
A
P(X=0)=9/24, P(X=1)=8/24, P(X=2)=6/24, P(X=3)=0, P(X=4)=1/24
B
P(X=0)=8/24, P(X=1)=9/24, P(X=2)=6/24, P(X=3)=0, P(X=4)=1/24
C
P(X=0)=9/24, P(X=1)=8/24, P(X=2)=6/24, P(X=3)=1/24, P(X=4)=0
D
P(X=0)=8/24, P(X=1)=8/24, P(X=2)=6/24, P(X=3)=1/24, P(X=4)=1/24
38
Not attemptedThree fair dice are rolled and is the median (middle value) of the three numbers shown (for example, the median of is ). Which graph shows the cumulative distribution function ? (Filled dots show the value of at each jump.)
A
Graph through 0, 1/5, 1/2, 4/5, 1, 1 at x = 1, ..., 6
B
Graph through 1/216, 8/216, 27/216, 64/216, 125/216, 1 at x = 1, ..., 6
C
Graph through 91/216, 152/216, 189/216, 208/216, 215/216, 1 at x = 1, ..., 6
D
Graph through 16/216, 56/216, 108/216, 160/216, 200/216, 1 at x = 1, ..., 6
39
Not attemptedFive cards are dealt from a well-shuffled standard deck of cards. Let be the probability that the hand has at least two aces given that it has at least one ace, and let be the probability that the hand has at least two aces given that it contains the ace of spades. Which statements are correct?
A
, because knowing which ace is held gives no extra information
B
C
D
40
Not attemptedIn an election, candidate A receives votes and candidate B receives votes. The ballots are counted one at a time in a uniformly random order. Find the probability that at every stage of the counting A's running total is at least as large as B's (ties are allowed). Give the answer correct to two decimal places.
Your answer: —
Correct answer: 0.46
41
Not attemptedAn urn contains balls, each red or white. The number of red balls is unknown, and each of the values is equally likely a priori. Two balls are drawn WITH replacement and both are red. A third ball is then drawn (again with replacement). What is the probability that it is red?
A
B
C
D
42
Not attemptedSix red and five blue balls are arranged in a row in a uniformly random order (balls of the same colour are identical). A run is a maximal block of consecutive balls of the same colour (for example RRBBRBBRRRB has runs). Find the variance of the number of runs, correct to two decimal places.
Your answer: —
Correct answer: 2.43
43
Not attemptedThree fair dice are rolled.
Match each entry of List-I with its value in List-II.
A
P-3, Q-2, R-1, S-4
B
P-1, Q-5, R-3, S-4
C
P-1, Q-2, R-3, S-4
D
P-1, Q-2, R-4, S-3
44
Not attemptedPlayers A and B toss fair coins independently and count their heads. Which statements are correct?
A
If each tosses times, the probability that A gets strictly more heads than B is
B
If each tosses times, the probability that they get the same number of heads equals the probability of exactly heads in tosses of one fair coin
C
If A tosses times and B tosses times, the probability that A gets strictly more heads than B is
D
If A tosses times and B tosses times, the probability that A gets strictly more heads than B is
45
Not attemptedThree marksmen A, B, C fire at a target in the repeating order A, B, C, A, B, C, ... Each shot of A, B, C hits with probability , , respectively, independently of all other shots. Firing stops as soon as the target has been hit twice in total (by anyone). Find the probability that the shot which makes the second hit is fired by B. Give the answer correct to two decimal places.
Your answer: —
Correct answer: 0.36
46
Not attemptedThree subsets , , of are chosen independently, each uniformly at random from all subsets of . What is the probability that and ?
A
B
C
D
47
Not attemptedSix students put their own pens in a box and then each draws one pen at random (all assignments equally likely). Find the probability that no student gets his own pen AND no two students get each other's pens. Give the answer correct to two decimal places.
Your answer: —
Correct answer: 0.22
48
Not attemptedAn urn contains red and black balls. Balls are drawn one at a time at random without replacement, and drawing stops as soon as all black balls have been drawn. Find the expected number of balls drawn.
Your answer: —
Correct answer: 6.75
49
Not attemptedTwo hospitals treat a disease (the bar chart shows the recovery rates). Hospital P treated mild cases ( recovered) and severe cases ( recovered). Hospital Q treated mild cases ( recovered) and severe cases ( recovered). One of the patients is chosen at random. Which statements are correct?
A
The probability of recovery given 'treated at P and mild' exceeds that given 'treated at Q and mild', and the same comparison holds for severe cases
B
Given that the chosen patient recovered, the probability that the patient was treated at P is
C
Had Q's severe cases recovered at P's severe-case rate, Q's overall recovery probability would still be below P's
D
The probability of recovery given 'treated at P' exceeds the probability of recovery given 'treated at Q'
50
Not attemptedA fair die is rolled times. Given that the face appeared exactly times, find the probability that no two of the sixes occurred on consecutive rolls. Give the answer correct to two decimal places.
Your answer: —
Correct answer: 0.51
51
Not attemptedFor events , , : , , , and . Find the probability of the shaded event in the figure, i.e. that exactly two of , , occur.
A
B
C
D
52
Not attemptedEvents , , are mutually independent with , , . For which of the shaded events (shown in the four Venn diagrams) is the probability exactly ?
A
Exactly one of B, C occurs
B
Exactly one of A, B occurs and C does not
C
A occurs together with at least one of B, C
D
Exactly two of A, B, C occur
53
Not attempted has the binomial distribution . Which statements are correct?
A
B
C
D
54
Not attemptedThree fair dice are rolled. What is the expected value of (largest number shown) minus (smallest number shown)?
A
B
C
D
55
Not attemptedA fair coin is tossed until the pattern H, T, H appears on three consecutive tosses. What is the expected number of tosses?
A
B
C
D
56
Not attemptedA bag has balls of different colours, one of them red. A ball is drawn at random. Two witnesses A and B independently see the ball. A reports its colour truthfully with probability , B with probability ; a witness who lies names one of the other colours chosen at random. Both report 'red'. What is the probability that the ball is red?
A
B
C
D
57
Not attemptedTen independent trials are performed; the -th trial succeeds with probability . What is the probability that the total number of successes is odd?
A
B
C
D
58
Not attemptedThe histogram shows the marks of a group of students in the classes -, -, -, -. The vertical axis is FREQUENCY DENSITY (frequency per mark), with heights , , , respectively. Find the mean of the distribution minus its median (using class marks for the mean).
A
B
C
D
59
Not attemptedMachines M1, M2, M3 produce , , of a factory's bolts; M1 and M2 produce defective bolts at rates and , and M3's rate (marked ? in the tree) is unknown. Overall, of the bolts are defective. All bolts in a box come from one machine, the box's machine being M1, M2, M3 with the probabilities above, and bolts are defective independently given the machine. A bolt drawn from a box is defective. What is the probability that a second bolt from the same box is also defective?
A
B
C
D
60
Not attemptedA frog sits at vertex A of the regular hexagon ABCDEF shown. Every second it jumps to one of the two vertices adjacent to its current vertex, each with probability , independently of earlier jumps. What is the expected number of jumps until it first reaches the opposite vertex D?
A
B
C
D
61
Not attemptedIn the network shown, each of the five switches (numbered circles: on S-X, on S-Y, on X-T, on Y-T, on X-Y) is closed with probability , independently of the others. Current can flow along a link only through a closed switch, in either direction. What is the probability that current can flow from S to T?
A
B
C
D
62
Not attemptedOn the grid shown, a path from to uses unit steps right or up only; one of the such paths is chosen uniformly at random. Which statements are correct?
A
The expected number of diagonal points , , on the path is
B
The probability that the path never goes above the dashed diagonal is
C
If instead each step is chosen right or up by a fair coin (with the remaining steps forced once or is reached), the probability of passing through is again
D
The probability that the path passes through is
63
Not attemptedA random variable has the distribution shown: , , , , . Let , be independent, each with this distribution. Which statements are correct?
A
B
C
D
64
Not attemptedThe bar charts show two groups of observations each: Group I takes values with frequencies and Group II takes values with frequencies . The two groups are combined into one data set of observations. Which statements are correct?
A
The variance of the combined data equals the average of the two group variances
B
The combined data have a unique mode
C
The variance of the combined data is
D
The coefficient of variation of Group I is twice that of Group II
65
Not attemptedA function is chosen uniformly at random from all such functions. Which statements are correct?
A
B
C
D
66
Not attemptedFor events with all the conditional probabilities below defined, which statements are ALWAYS true?
A
B
If and , then
C
If and , then
D
If , then
67
Not attempted
Match each random variable in List-I with its variance in List-II.
A
P-1, Q-2, R-1, S-4
B
P-1, Q-2, R-3, S-4
C
P-3, Q-2, R-1, S-5
D
P-1, Q-3, R-2, S-4
68
Not attempted
Match each entry of List-I with its value in List-II.
A
P-1, Q-2, R-3, S-4
B
P-1, Q-5, R-3, S-4
C
P-4, Q-2, R-3, S-1
D
P-1, Q-2, R-5, S-4
69
Not attemptedA family has two children. Each child is independently a boy or a girl with probability , is born on each of the days of the week with probability , and in each of the months with probability . Find the probability that both children are boys given the information in List-I.
A
P-5, Q-2, R-3, S-4
B
P-1, Q-2, R-2, S-4
C
P-1, Q-2, R-3, S-4
D
P-1, Q-2, R-3, S-2
70
Not attemptedThe data have coefficient of variation . Each observation is replaced by , and the new data have coefficient of variation . What is ?
A
B
C
D
Scaling multiplies both and , but a change of origin moves only the mean: the coefficient of variation is NOT invariant under with .
Mean . Under : and .
, .
; the actual value of () is not needed.
Traps: ' scales like ' gives ; 'CV is unit-free, so unchanged' gives (true only for ); multiplies the correct ratio by again.
Answer: .